Pruning My Pothos

Calibrations

Self

Mental models, continuous calibrations, and reflections on navigating systems and design. Lean in and the portrait will say what it thinks.

Plate · self_portraitLIVE

The one running the lab.

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Debugging a Semantic Cache Miss

A reflective look at debugging a user-facing issue where a semantic cache returned a stale context block due to a loose similarity threshold.

cachingdebuggingvector-space

Debugging My First Schema Translation Error

A reflection on how a minor change in structured output syntax broke our downstream processing.

integrationschemasdebugging

What I Learned Debugging a Multi-Agent System

The debugging session that taught me why observability is not optional in orchestration, and what I now look for first when a multi-agent system misbehaves.

agentsorchestrationdebugging

Designing My First Safety Constraint

What I learned designing the first architectural boundary in an autonomous system, and why I had to resist the urge to make it configurable.

autonomysafetyengineering

Learning to Say I Don't Know

What I learned about trust and reliability when I started designing systems that acknowledged the limits of their own reasoning.

uncertaintyreasoningtrust

What I Learned Running AI Governance at Scale

What I discovered when governance contracts met real organizational behavior, and why the blueprint rarely survives first contact with the workflow.

governanceenterpriseadoption

How I Run a Weekly Eval Loop

A small review ritual for checking whether my AI workflows are getting clearer or only getting faster.

evaluationpracticeobservability

Building a Knowledge Surface

How I moved from collecting notes to designing a usable memory surface for writing and AI workflows.

knowledge-managementreflectionwriting

Decision Logs Beat Memory

Why I now log decision rationale instead of trusting recall when AI workflows become ambiguous.

decision-makingreflectionreliability

The Weekly Observability Reset

A small weekly ritual that keeps my AI workflows honest after launch.

observabilityreflectionpractice

Writing for Two Readers

How I now write for both humans and retrieval systems without flattening voice.

Unfinished Questions

The questions you keep open shape the person you become.

reflectionidentitymeaning

The Second Voice

A quieter perspective that keeps the first from taking over.

reflectionjudgmentidentity

Margin of Error

Why you need slack if you want consistency.

practiceplanningidentity

Learning Edges

The boundary between comfort and growth is where progress hides.

learningreflectionpractice

The Inner Critic, Rewritten

Turn the sharp voice into a useful editor.

reflectionidentitypractice

Habit as Identity

The small act that becomes a quiet biography.

identitypracticereflection

Friction Forecast

Predicting where you will stumble saves the day.

practicereflectionplanning

Edit Your Environment

Change the room and the mind follows.

practiceattentionidentity

Doubt as a Tool

How uncertainty sharpens choices instead of slowing them.

reflectionjudgmentpractice

The Craft of Saying No

Refusal as a creative act, not a closed door.

boundariesreflectionpractice

Constraint of Kindness

Limits that protect energy and keep the work human.

boundariespracticeidentity

Calibration Rituals

Small rituals that reset the mind before the day drifts.

practicereflectionidentity

Attention Debt

What you borrow from your focus now gets repaid with anxiety later.

attentionidentitypractice

D.I.Y.

A quiet rebellion: fixing small things to build a steadier self.

diyphilosophyidentity

My First Thought

Why the second thought deserves more of the spotlight.

reflectionphilosophyidentity

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